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GLIPv2: Unifying Localization and Vision-Language Understanding



Haotian Zhang , Pengchuan Zhang , Xiaowei Hu , Yen-Chun Chen , Liunian Harold Li , Xiyang Dai , Lijuan Wang , Lu Yuan , Jenq-Neng Hwang , Jianfeng Gao

* Code will be released at https://github.com/microsoft/GLIP 

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Detection Hub: Unifying Object Detection Datasets via Query Adaptation on Language Embedding



Lingchen Meng , Xiyang Dai , Yinpeng Chen , Pengchuan Zhang , Dongdong Chen , Mengchen Liu , Jianfeng Wang , Zuxuan Wu , Lu Yuan , Yu-Gang Jiang


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Visual Clues: Bridging Vision and Language Foundations for Image Paragraph Captioning



Yujia Xie , Luowei Zhou , Xiyang Dai , Lu Yuan , Nguyen Bach , Ce Liu , Michael Zeng


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Reduce Information Loss in Transformers for Pluralistic Image Inpainting



Qiankun Liu , Zhentao Tan , Dongdong Chen , Qi Chu , Xiyang Dai , Yinpeng Chen , Mengchen Liu , Lu Yuan , Nenghai Yu

* CVPR 2022, code is available at https://github.com/liuqk3/PUT 

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Multimodal Adaptive Distillation for Leveraging Unimodal Encoders for Vision-Language Tasks



Zhecan Wang , Noel Codella , Yen-Chun Chen , Luowei Zhou , Xiyang Dai , Bin Xiao , Jianwei Yang , Haoxuan You , Kai-Wei Chang , Shih-fu Chang , Lu Yuan

* arXiv admin note: substantial text overlap with arXiv:2201.05729 

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Residual Mixture of Experts



Lemeng Wu , Mengchen Liu , Yinpeng Chen , Dongdong Chen , Xiyang Dai , Lu Yuan


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CLIP-TD: CLIP Targeted Distillation for Vision-Language Tasks



Zhecan Wang , Noel Codella , Yen-Chun Chen , Luowei Zhou , Jianwei Yang , Xiyang Dai , Bin Xiao , Haoxuan You , Shih-Fu Chang , Lu Yuan


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RegionCLIP: Region-based Language-Image Pretraining



Yiwu Zhong , Jianwei Yang , Pengchuan Zhang , Chunyuan Li , Noel Codella , Liunian Harold Li , Luowei Zhou , Xiyang Dai , Lu Yuan , Yin Li , Jianfeng Gao

* Technical report 

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BEVT: BERT Pretraining of Video Transformers



Rui Wang , Dongdong Chen , Zuxuan Wu , Yinpeng Chen , Xiyang Dai , Mengchen Liu , Yu-Gang Jiang , Luowei Zhou , Lu Yuan


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Florence: A New Foundation Model for Computer Vision



Lu Yuan , Dongdong Chen , Yi-Ling Chen , Noel Codella , Xiyang Dai , Jianfeng Gao , Houdong Hu , Xuedong Huang , Boxin Li , Chunyuan Li , Ce Liu , Mengchen Liu , Zicheng Liu , Yumao Lu , Yu Shi , Lijuan Wang , Jianfeng Wang , Bin Xiao , Zhen Xiao , Jianwei Yang , Michael Zeng , Luowei Zhou , Pengchuan Zhang


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